I am designing a Neural Network for a classification of time series. I have 4 classes of functions and around 50000 samples for each class. The functions have a length of about 500 points normalized so that max(abs(f(t)))=1. The 4 classes are roughly speaking 'continuous', 'discontinuous', 'in-between' and 'trash'.